Place a large pot over a medium heat. Add the olive oil, onion, celery, and garlic and cook until the onion is translucent.
Add the rosemary, tomato, mushrooms, capsicum, cabbage, salt and pepper, carrot, and rice. Cook until the cabbage begins to soften before adding the vegetable stock.